When you fall down in the blue key trap, use a switch from where the demons come. Enter a nearby room and grab the backpack.

Just after the blue door, go up on your left. You will hear a door opening far away. Open the first door, turn left again, open the wall, kill the imp and run. The rocket launcher lies down here (you can see the room from the start place (screenshot #1)).